2crc-aced

Dataset statistics

Number of variables	15
Number of observations	1158
Missing cells	9
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	198.0 KiB
Average record size in memory	175.1 B

Variable types

NUM	12
CAT	3

Warnings

`D3` has a high cardinality: 1101 distinct values	High cardinality
`D3` is uniformly distributed	Uniform
`PanelistIdQuestion` has unique values	Unique
`B5a_0` has 55 (4.7%) zeros	Zeros
`B5a_1` has 66 (5.7%) zeros	Zeros
`B5a_2` has 67 (5.8%) zeros	Zeros
`B5a_3` has 177 (15.3%) zeros	Zeros
`B5a_4` has 93 (8.0%) zeros	Zeros
`B5a_5` has 136 (11.7%) zeros	Zeros
`B5a_6` has 187 (16.1%) zeros	Zeros
`B5a_7` has 127 (11.0%) zeros	Zeros
`B5a_8` has 86 (7.4%) zeros	Zeros

Reproduction

Analysis started	2020-12-12 20:13:32.292446
Analysis finished	2020-12-12 20:13:43.462558
Duration	11.17 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

PanelistIdQuestion
Real number (ℝ_≥0)

UNIQUE

Distinct	1158
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3801895.842
Minimum	3694164
Maximum	3932495
Zeros	0
Zeros (%)	0.0%
Memory size	9.2 KiB

Quantile statistics

Minimum	3694164
5-th percentile	3696063.85
Q1	3700357.25
median	3742668.5
Q3	3918523.75
95-th percentile	3925388.35
Maximum	3932495
Range	238331
Interquartile range (IQR)	218166.5

Descriptive statistics

Standard deviation	102201.1899
Coefficient of variation (CV)	0.02688163856
Kurtosis	-1.86532239
Mean	3801895.842
Median Absolute Deviation (MAD)	47190.5
Skewness	0.1673013397
Sum	4402595385
Variance	1.044508321e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3710973	1	0.1%
3762933	1	0.1%
3701383	1	0.1%
3926664	1	0.1%
3919852	1	0.1%
3701386	1	0.1%
3709581	1	0.1%
3701390	1	0.1%
3711709	1	0.1%
3701874	1	0.1%
3928722	1	0.1%
3709587	1	0.1%
3730072	1	0.1%
3917406	1	0.1%
3930778	1	0.1%
3920539	1	0.1%
3709596	1	0.1%
3920517	1	0.1%
3730052	1	0.1%
3701379	1	0.1%
3701365	1	0.1%
3695212	1	0.1%
3695213	1	0.1%
3695214	1	0.1%
3920495	1	0.1%
Other values (1133)	1133	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3694164	1	0.1%
3694560	1	0.1%
3695016	1	0.1%
3695025	1	0.1%
3695032	1	0.1%
3695035	1	0.1%
3695040	1	0.1%
3695044	1	0.1%
3695073	1	0.1%
3695077	1	0.1%

Value	Count	Frequency (%)
3932495	1	0.1%
3932121	1	0.1%
3932073	1	0.1%
3931777	1	0.1%
3931776	1	0.1%
3931713	1	0.1%
3931565	1	0.1%
3931392	1	0.1%
3931301	1	0.1%
3931139	1	0.1%

D1
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.2 KiB

1	711
2	447

Value	Count	Frequency (%)
1	711	61.4%
2	447	38.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	711	61.4%
2	447	38.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1158	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	711	61.4%
2	447	38.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1158	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	711	61.4%
2	447	38.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1158	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	711	61.4%
2	447	38.6%

D2
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.2 KiB

2	446
4	300
3	289
5	123

Value	Count	Frequency (%)
2	446	38.5%
4	300	25.9%
3	289	25.0%
5	123	10.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	446	38.5%
4	300	25.9%
3	289	25.0%
5	123	10.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1158	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	446	38.5%
4	300	25.9%
3	289	25.0%
5	123	10.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1158	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
2	446	38.5%
4	300	25.9%
3	289	25.0%
5	123	10.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1158	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	446	38.5%
4	300	25.9%
3	289	25.0%
5	123	10.6%

D3
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	1101
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Memory size	9.2 KiB

T5Y4M2	4
T5K2Y3	3
T5J0B5	3
T5H1E8	3
T5J1R9	3
Other values (1096)	1142

Common Values
Overview

Value	Count	Frequency (%)
T5Y4M2	4	0.3%
T5K2Y3	3	0.3%
T5J0B5	3	0.3%
T5H1E8	3	0.3%
T5J1R9	3	0.3%
T5K2L1	3	0.3%
T6J0R5	2	0.2%
T6R2W7	2	0.2%
T5J1A5	2	0.2%
T6L6X8	2	0.2%
T6J3W6	2	0.2%
T5J2R7	2	0.2%
T5K1M1	2	0.2%
t5j1a7	2	0.2%
T6H2W1	2	0.2%
T5N1N4	2	0.2%
T5T3X4	2	0.2%
T6C1E2	2	0.2%
t5a2c8	2	0.2%
T6E4J5	2	0.2%
T5Y0E6	2	0.2%
T6E6P5	2	0.2%
T5T2C6	2	0.2%
T5W0K1	2	0.2%
T6E2C3	2	0.2%
Other values (1076)	1101	95.1%

Frequencies of value counts

Unique

Unique	1051 ?
Unique (%)	90.8%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Overview of Unicode Properties

Unique unicode characters	50
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
T	938	13.5%
6	759	10.9%
5	757	10.9%
2	387	5.6%
1	385	5.5%
t	344	5.0%
3	297	4.3%
0	283	4.1%
4	238	3.4%
7	137	2.0%
R	134	1.9%
E	131	1.9%
8	125	1.8%
H	111	1.6%
K	109	1.6%
9	106	1.5%
J	104	1.5%
L	90	1.3%
C	87	1.3%
M	86	1.2%
W	81	1.2%
G	81	1.2%
A	76	1.1%
B	72	1.0%
N	63	0.9%
Other values (25)	967	13.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3474	50.0%
Uppercase Letter	2457	35.4%
Lowercase Letter	1017	14.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
t	344	33.8%
h	56	5.5%
r	52	5.1%
j	51	5.0%
c	50	4.9%
a	49	4.8%
k	46	4.5%
e	42	4.1%
b	40	3.9%
m	35	3.4%
g	33	3.2%
l	32	3.1%
w	31	3.0%
p	27	2.7%
x	27	2.7%
y	25	2.5%
z	25	2.5%
n	18	1.8%
s	17	1.7%
v	17	1.7%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
6	759	21.8%
5	757	21.8%
2	387	11.1%
1	385	11.1%
3	297	8.5%
0	283	8.1%
4	238	6.9%
7	137	3.9%
8	125	3.6%
9	106	3.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	938	38.2%
R	134	5.5%
E	131	5.3%
H	111	4.5%
K	109	4.4%
J	104	4.2%
L	90	3.7%
C	87	3.5%
M	86	3.5%
W	81	3.3%
G	81	3.3%
A	76	3.1%
B	72	2.9%
N	63	2.6%
X	63	2.6%
Y	58	2.4%
P	49	2.0%
V	47	1.9%
S	41	1.7%
Z	36	1.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3474	50.0%
Common	3474	50.0%

Most frequent Latin characters

Value	Count	Frequency (%)
T	938	27.0%
t	344	9.9%
R	134	3.9%
E	131	3.8%
H	111	3.2%
K	109	3.1%
J	104	3.0%
L	90	2.6%
C	87	2.5%
M	86	2.5%
W	81	2.3%
G	81	2.3%
A	76	2.2%
B	72	2.1%
N	63	1.8%
X	63	1.8%
Y	58	1.7%
h	56	1.6%
r	52	1.5%
j	51	1.5%
c	50	1.4%
a	49	1.4%
P	49	1.4%
V	47	1.4%
k	46	1.3%
Other values (15)	446	12.8%

Most frequent Common characters

Value	Count	Frequency (%)
6	759	21.8%
5	757	21.8%
2	387	11.1%
1	385	11.1%
3	297	8.5%
0	283	8.1%
4	238	6.9%
7	137	3.9%
8	125	3.6%
9	106	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6948	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
T	938	13.5%
6	759	10.9%
5	757	10.9%
2	387	5.6%
1	385	5.5%
t	344	5.0%
3	297	4.3%
0	283	4.1%
4	238	3.4%
7	137	2.0%
R	134	1.9%
E	131	1.9%
8	125	1.8%
H	111	1.6%
K	109	1.6%
9	106	1.5%
J	104	1.5%
L	90	1.3%
C	87	1.3%
M	86	1.2%
W	81	1.2%
G	81	1.2%
A	76	1.1%
B	72	1.0%
N	63	0.9%
Other values (25)	967	13.9%

CIVIC_WARD
Real number (ℝ_≥0)

Distinct	13
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.82642487
Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	9.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	12
Maximum	99
Range	98
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	10.19397484
Coefficient of variation (CV)	1.302507212
Kurtosis	69.28907159
Mean	7.82642487
Median Absolute Deviation (MAD)	2
Skewness	8.018501146
Sum	9063
Variance	103.9171231
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
6	181	15.6%
8	158	13.6%
9	126	10.9%
5	101	8.7%
10	95	8.2%
11	85	7.3%
4	74	6.4%
2	73	6.3%
1	71	6.1%
12	66	5.7%
7	63	5.4%
3	52	4.5%
99	13	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	71	6.1%
2	73	6.3%
3	52	4.5%
4	74	6.4%
5	101	8.7%
6	181	15.6%
7	63	5.4%
8	158	13.6%
9	126	10.9%
10	95	8.2%

Value	Count	Frequency (%)
99	13	1.1%
12	66	5.7%
11	85	7.3%
10	95	8.2%
9	126	10.9%
8	158	13.6%
7	63	5.4%
6	181	15.6%
5	101	8.7%
4	74	6.4%

B11
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.914507772
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	9.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.448193901
Coefficient of variation (CV)	0.3699555564
Kurtosis	-0.9820473473
Mean	3.914507772
Median Absolute Deviation (MAD)	1
Skewness	-0.3739785636
Sum	4533
Variance	2.097265574
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	388	33.5%
4	197	17.0%
2	192	16.6%
3	185	16.0%
6	134	11.6%
1	62	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	62	5.4%
2	192	16.6%
3	185	16.0%
4	197	17.0%
5	388	33.5%
6	134	11.6%

Value	Count	Frequency (%)
6	134	11.6%
5	388	33.5%
4	197	17.0%
3	185	16.0%
2	192	16.6%
1	62	5.4%

B5a_0
Real number (ℝ_≥0)

ZEROS

Distinct	45
Distinct (%)	3.9%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	12.25410545
Minimum	0
Maximum	100
Zeros	55
Zeros (%)	4.7%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	10
Q3	15
95-th percentile	25
Maximum	100
Range	100
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.84347816
Coefficient of variation (CV)	0.6400694196
Kurtosis	21.21384334
Mean	12.25410545
Median Absolute Deviation (MAD)	3
Skewness	3.012346446
Sum	14178
Variance	61.52014965
Monotocity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
10	285	24.6%
15	118	10.2%
5	72	6.2%
12	68	5.9%
8	66	5.7%
20	58	5.0%
0	55	4.7%
9	50	4.3%
7	50	4.3%
11	44	3.8%
13	42	3.6%
6	29	2.5%
14	29	2.5%
25	28	2.4%
19	20	1.7%
18	18	1.6%
16	16	1.4%
17	15	1.3%
4	14	1.2%
30	10	0.9%
22	9	0.8%
26	7	0.6%
24	6	0.5%
23	5	0.4%
21	4	0.3%
Other values (20)	39	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55	4.7%
1	1	0.1%
2	4	0.3%
3	3	0.3%
4	14	1.2%
5	72	6.2%
6	29	2.5%
7	50	4.3%
8	66	5.7%
9	50	4.3%

Value	Count	Frequency (%)
100	1	0.1%
75	1	0.1%
59	1	0.1%
58	1	0.1%
54	2	0.2%
50	2	0.2%
47	1	0.1%
46	1	0.1%
40	3	0.3%
35	3	0.3%

B5a_1
Real number (ℝ_≥0)

ZEROS

Distinct	59
Distinct (%)	5.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	20.41832325
Minimum	0
Maximum	81
Zeros	66
Zeros (%)	5.7%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	20
Q3	25
95-th percentile	40
Maximum	81
Range	81
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.4935491
Coefficient of variation (CV)	0.5629036703
Kurtosis	1.579766011
Mean	20.41832325
Median Absolute Deviation (MAD)	6
Skewness	0.6855737126
Sum	23624
Variance	132.1016709
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	174	15.0%
25	88	7.6%
15	84	7.3%
30	69	6.0%
0	66	5.7%
10	63	5.4%
22	38	3.3%
18	36	3.1%
17	31	2.7%
24	28	2.4%
19	28	2.4%
35	27	2.3%
16	26	2.2%
5	26	2.2%
21	22	1.9%
40	21	1.8%
12	19	1.6%
11	19	1.6%
8	19	1.6%
50	18	1.6%
14	18	1.6%
23	17	1.5%
33	17	1.5%
27	13	1.1%
31	13	1.1%
Other values (34)	177	15.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	66	5.7%
1	5	0.4%
2	4	0.3%
3	11	0.9%
4	6	0.5%
5	26	2.2%
6	11	0.9%
7	7	0.6%
8	19	1.6%
9	13	1.1%

Value	Count	Frequency (%)
81	1	0.1%
80	1	0.1%
66	1	0.1%
62	1	0.1%
59	1	0.1%
55	3	0.3%
53	1	0.1%
51	1	0.1%
50	18	1.6%
49	4	0.3%

B5a_2
Real number (ℝ_≥0)

ZEROS

Distinct	36
Distinct (%)	3.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	10.90924806
Minimum	0
Maximum	68
Zeros	67
Zeros (%)	5.8%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	10
Q3	15
95-th percentile	22
Maximum	68
Range	68
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.965154934
Coefficient of variation (CV)	0.6384633385
Kurtosis	3.702624273
Mean	10.90924806
Median Absolute Deviation (MAD)	5
Skewness	0.962598077
Sum	12622
Variance	48.51338326
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
10	196	16.9%
5	129	11.1%
15	104	9.0%
20	95	8.2%
0	67	5.8%
8	53	4.6%
7	50	4.3%
6	41	3.5%
12	40	3.5%
2	36	3.1%
4	32	2.8%
9	30	2.6%
16	29	2.5%
3	28	2.4%
18	27	2.3%
17	27	2.3%
11	26	2.2%
13	23	2.0%
14	16	1.4%
22	15	1.3%
19	15	1.3%
1	15	1.3%
25	14	1.2%
23	11	0.9%
21	10	0.9%
Other values (11)	28	2.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	67	5.8%
1	15	1.3%
2	36	3.1%
3	28	2.4%
4	32	2.8%
5	129	11.1%
6	41	3.5%
7	50	4.3%
8	53	4.6%
9	30	2.6%

Value	Count	Frequency (%)
68	1	0.1%
40	1	0.1%
39	1	0.1%
35	2	0.2%
31	1	0.1%
30	6	0.5%
29	2	0.2%
28	2	0.2%
27	2	0.2%
26	3	0.3%

B5a_3
Real number (ℝ_≥0)

ZEROS

Distinct	37
Distinct (%)	3.2%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5.458945549
Minimum	0
Maximum	50
Zeros	177
Zeros (%)	15.3%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	15
Maximum	50
Range	50
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.830454877
Coefficient of variation (CV)	1.068055145
Kurtosis	10.25270387
Mean	5.458945549
Median Absolute Deviation (MAD)	2
Skewness	2.555221358
Sum	6316
Variance	33.99420408
Monotocity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
2	197	17.0%
0	177	15.3%
5	159	13.7%
3	122	10.5%
4	90	7.8%
10	77	6.6%
6	52	4.5%
8	48	4.1%
7	43	3.7%
1	36	3.1%
15	29	2.5%
9	19	1.6%
13	15	1.3%
14	14	1.2%
11	14	1.2%
12	11	0.9%
20	7	0.6%
18	5	0.4%
25	5	0.4%
17	4	0.3%
23	4	0.3%
24	3	0.3%
16	3	0.3%
19	3	0.3%
26	2	0.2%
Other values (12)	18	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	177	15.3%
1	36	3.1%
2	197	17.0%
3	122	10.5%
4	90	7.8%
5	159	13.7%
6	52	4.5%
7	43	3.7%
8	48	4.1%
9	19	1.6%

Value	Count	Frequency (%)
50	1	0.1%
48	1	0.1%
41	1	0.1%
36	2	0.2%
35	1	0.1%
34	1	0.1%
31	1	0.1%
30	2	0.2%
29	2	0.2%
28	2	0.2%

B5a_4
Real number (ℝ_≥0)

ZEROS

Distinct	55
Distinct (%)	4.8%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	20.57562662
Minimum	0
Maximum	100
Zeros	93
Zeros (%)	8.0%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15
median	21
Q3	27
95-th percentile	38
Maximum	100
Range	100
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	11.03904022
Coefficient of variation (CV)	0.5365105238
Kurtosis	2.342059671
Mean	20.57562662
Median Absolute Deviation (MAD)	6
Skewness	0.2734603327
Sum	23806
Variance	121.8604089
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	143	12.3%
25	108	9.3%
30	107	9.2%
0	93	8.0%
22	65	5.6%
15	61	5.3%
21	56	4.8%
10	36	3.1%
24	31	2.7%
23	31	2.7%
35	29	2.5%
5	28	2.4%
40	25	2.2%
12	23	2.0%
27	22	1.9%
26	21	1.8%
19	21	1.8%
18	18	1.6%
33	17	1.5%
28	17	1.5%
17	15	1.3%
4	14	1.2%
16	13	1.1%
29	12	1.0%
8	12	1.0%
Other values (30)	139	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	93	8.0%
1	6	0.5%
2	4	0.3%
3	6	0.5%
4	14	1.2%
5	28	2.4%
6	8	0.7%
7	8	0.7%
8	12	1.0%
9	9	0.8%

Value	Count	Frequency (%)
100	1	0.1%
67	1	0.1%
61	1	0.1%
57	1	0.1%
55	1	0.1%
54	1	0.1%
53	1	0.1%
50	4	0.3%
49	1	0.1%
46	1	0.1%

B5a_5
Real number (ℝ_≥0)

ZEROS

Distinct	35
Distinct (%)	3.0%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	6.448573898
Minimum	0
Maximum	70
Zeros	136
Zeros (%)	11.7%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	10
95-th percentile	17
Maximum	70
Range	70
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.973861038
Coefficient of variation (CV)	0.9263848305
Kurtosis	14.7420681
Mean	6.448573898
Median Absolute Deviation (MAD)	3
Skewness	2.485651359
Sum	7461
Variance	35.6870157
Monotocity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
5	194	16.8%
0	136	11.7%
10	136	11.7%
2	103	8.9%
1	81	7.0%
3	74	6.4%
4	67	5.8%
6	64	5.5%
8	55	4.7%
7	37	3.2%
15	33	2.8%
9	31	2.7%
12	27	2.3%
11	23	2.0%
20	20	1.7%
13	14	1.2%
16	12	1.0%
14	9	0.8%
17	8	0.7%
25	6	0.5%
21	5	0.4%
24	4	0.3%
22	4	0.3%
19	2	0.2%
18	2	0.2%
Other values (10)	10	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	136	11.7%
1	81	7.0%
2	103	8.9%
3	74	6.4%
4	67	5.8%
5	194	16.8%
6	64	5.5%
7	37	3.2%
8	55	4.7%
9	31	2.7%

Value	Count	Frequency (%)
70	1	0.1%
44	1	0.1%
40	1	0.1%
38	1	0.1%
37	1	0.1%
35	1	0.1%
30	1	0.1%
28	1	0.1%
26	1	0.1%
25	6	0.5%

B5a_6
Real number (ℝ_≥0)

ZEROS

Distinct	30
Distinct (%)	2.6%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5.762316335
Minimum	0
Maximum	38
Zeros	187
Zeros (%)	16.1%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	16
Maximum	38
Range	38
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.275919457
Coefficient of variation (CV)	0.9155900423
Kurtosis	4.017081602
Mean	5.762316335
Median Absolute Deviation (MAD)	3
Skewness	1.599927859
Sum	6667
Variance	27.83532612
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
5	197	17.0%
0	187	16.1%
10	102	8.8%
3	95	8.2%
2	90	7.8%
4	78	6.7%
6	71	6.1%
1	61	5.3%
7	53	4.6%
8	47	4.1%
15	32	2.8%
9	29	2.5%
12	20	1.7%
11	20	1.7%
20	18	1.6%
13	10	0.9%
17	9	0.8%
18	8	0.7%
14	5	0.4%
22	5	0.4%
16	4	0.3%
21	3	0.3%
25	2	0.2%
24	2	0.2%
38	2	0.2%
Other values (5)	7	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	187	16.1%
1	61	5.3%
2	90	7.8%
3	95	8.2%
4	78	6.7%
5	197	17.0%
6	71	6.1%
7	53	4.6%
8	47	4.1%
9	29	2.5%

Value	Count	Frequency (%)
38	2	0.2%
30	1	0.1%
28	2	0.2%
27	2	0.2%
25	2	0.2%
24	2	0.2%
23	1	0.1%
22	5	0.4%
21	3	0.3%
20	18	1.6%

B5a_7
Real number (ℝ_≥0)

ZEROS

Distinct	18
Distinct (%)	1.6%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.504753673
Minimum	0
Maximum	20
Zeros	127
Zeros (%)	11.0%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	5
95-th percentile	9
Maximum	20
Range	20
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.675536982
Coefficient of variation (CV)	0.7634022907
Kurtosis	2.889769628
Mean	3.504753673
Median Absolute Deviation (MAD)	2
Skewness	1.226489792
Sum	4055
Variance	7.158498144
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
5	223	19.3%
2	211	18.2%
3	152	13.1%
1	148	12.8%
0	127	11.0%
4	119	10.3%
6	52	4.5%
7	39	3.4%
10	38	3.3%
8	26	2.2%
9	8	0.7%
15	3	0.3%
13	3	0.3%
11	3	0.3%
12	2	0.2%
20	1	0.1%
14	1	0.1%
18	1	0.1%
(Missing)	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	127	11.0%
1	148	12.8%
2	211	18.2%
3	152	13.1%
4	119	10.3%
5	223	19.3%
6	52	4.5%
7	39	3.4%
8	26	2.2%
9	8	0.7%

Value	Count	Frequency (%)
20	1	0.1%
18	1	0.1%
15	3	0.3%
14	1	0.1%
13	3	0.3%
12	2	0.2%
11	3	0.3%
10	38	3.3%
9	8	0.7%
8	26	2.2%

B5a_8
Real number (ℝ_≥0)

ZEROS

Distinct	33
Distinct (%)	2.9%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	8.439930856
Minimum	0
Maximum	75
Zeros	86
Zeros (%)	7.4%
Memory size	9.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	8
Q3	12
95-th percentile	18
Maximum	75
Range	75
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.945330173
Coefficient of variation (CV)	0.7044287772
Kurtosis	16.3598161
Mean	8.439930856
Median Absolute Deviation (MAD)	3
Skewness	2.132706684
Sum	9765
Variance	35.34695086
Monotocity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
10	167	14.4%
5	138	11.9%
0	86	7.4%
15	71	6.1%
7	67	5.8%
3	62	5.4%
6	61	5.3%
4	60	5.2%
8	59	5.1%
12	52	4.5%
13	50	4.3%
9	48	4.1%
2	45	3.9%
11	41	3.5%
1	29	2.5%
20	26	2.2%
14	24	2.1%
16	22	1.9%
17	11	0.9%
18	10	0.9%
21	7	0.6%
25	5	0.4%
19	4	0.3%
24	2	0.2%
26	2	0.2%
Other values (8)	8	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86	7.4%
1	29	2.5%
2	45	3.9%
3	62	5.4%
4	60	5.2%
5	138	11.9%
6	61	5.3%
7	67	5.8%
8	59	5.1%
9	48	4.1%

Value	Count	Frequency (%)
75	1	0.1%
51	1	0.1%
43	1	0.1%
36	1	0.1%
30	1	0.1%
28	1	0.1%
26	2	0.2%
25	5	0.4%
24	2	0.2%
23	1	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	PanelistIdQuestion	D1	D2	D3	CIVIC_WARD	B11	B5a_0	B5a_1	B5a_2	B5a_3	B5a_4	B5a_5	B5a_6	B5a_7	B5a_8
0	3916141	2	2	t5a2s3	4	2	34.0	8.0	10.0	0.0	0.0	15.0	0.0	8.0	25.0
1	3918057	2	2	T5W0K1	7	5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	3710726	2	3	T5N2X7	6	5	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
3	3711225	2	2	T5T1T2	5	5	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4	3732916	2	2	t6r0n6	9	4	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
5	3734658	2	5	T5C0E1	3	4	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
6	3745008	2	3	t6h3c6	10	6	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
7	3859259	1	2	t6j5e6	10	5	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
8	3860521	1	4	T6H4R1	10	5	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
9	3922386	1	4	t6e0w2	11	6	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

Last rows

	PanelistIdQuestion	D1	D2	D3	CIVIC_WARD	B11	B5a_0	B5a_1	B5a_2	B5a_3	B5a_4	B5a_5	B5a_6	B5a_7	B5a_8
1148	3931139	2	4	T5N2B4	6	5	12.0	25.0	20.0	3.0	20.0	10.0	3.0	2.0	5.0
1149	3931301	1	4	T6t1h2	12	3	15.0	10.0	14.0	11.0	35.0	1.0	3.0	1.0	10.0
1150	3931392	1	2	T5J1P7	6	4	13.0	26.0	11.0	13.0	15.0	1.0	4.0	2.0	15.0
1151	3931565	1	5	T6K0N8	11	5	6.0	10.0	15.0	4.0	35.0	5.0	3.0	2.0	20.0
1152	3931713	1	2	t5k0y9	6	2	15.0	15.0	5.0	0.0	25.0	8.0	8.0	8.0	16.0
1153	3931776	1	3	T5r0e5	1	5	10.0	10.0	10.0	10.0	40.0	5.0	5.0	5.0	5.0
1154	3931777	2	2	T5K0y9	6	2	13.0	36.0	10.0	0.0	6.0	15.0	0.0	10.0	10.0
1155	3932073	2	2	T5G1W3	7	3	15.0	35.0	10.0	0.0	20.0	2.0	2.0	1.0	15.0
1156	3932121	1	4	T5H0T6	6	2	8.0	9.0	7.0	0.0	30.0	37.0	5.0	1.0	3.0
1157	3932495	1	3	T6X0S3	12	4	24.0	38.0	5.0	15.0	6.0	2.0	3.0	1.0	5.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows